I walked into my classroom with a fresh determination. I felt a buzz of energy. A beautifully decorated box sat on my desk, the return address showing a student, Mark, who'd had a difficult home life. I sat down and opened it.

Inside, was a collection of his photographs, each one a different perspective on the world. A note read, "Thanks for seeing the world through my eyes." I studied the images, marveling at his artistry. I ran my fingers over the edges of the photos, a warmth spreading through my chest.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🀩0.452
enthusi0.433
Suppressed:
S-0.603
不-0.401
😞-0.399
worse-0.394
C-0.386